{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Peregrine Assembler & SHIMMER ASMKit(0.1.2p2+4.gf6a611c.dirty)\n"
     ]
    }
   ],
   "source": [
    "import peregrine\n",
    "import sys\n",
    "from peregrine._falcon4py import ffi as falcon_ffi\n",
    "from peregrine._falcon4py import lib as falcon4py\n",
    "from peregrine._shimmer4py import ffi as shimmer_ffi\n",
    "from peregrine._shimmer4py import lib as shimmer4py\n",
    "import numpy as np\n",
    "import mmap\n",
    "from pprint import pprint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "f=open(\"../test/ecoli_K12/wd/index/seq_dataset.seqdb\", \"rb\")\n",
    "seqdb=mmap.mmap(f.fileno(), 0, flags=mmap.MAP_SHARED, prot=mmap.PROT_READ)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "rmap = dict(zip(b\"ACGT\", b\"TGCA\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "read_data = {}\n",
    "with open(\"../test/ecoli_K12/wd/index/seq_dataset.idx\") as f:\n",
    "    for row in f:\n",
    "        row = row.strip().split()\n",
    "        rid, rname, rlen, offset = row\n",
    "        rid = int(rid)\n",
    "        rlen = int(rlen)\n",
    "        offset = int(offset)\n",
    "        read_data.setdefault(rid, {})\n",
    "        read_data[rid][\"name\"] = rname\n",
    "        read_data[rid][\"length\"] = rlen\n",
    "        read_data[rid][\"offset\"] = offset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4984\n"
     ]
    }
   ],
   "source": [
    "print(len(read_data))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "py_mmer_L0=shimmer_ffi.new(\"py_mmer_t *\")\n",
    "shimmer4py.build_shimmer_map4py(py_mmer_L0, \n",
    "                             b\"../test/ecoli_K12/wd/index/seq_dataset\", \n",
    "                             b\"../test/ecoli_K12/wd/index/shmr-L0\", \n",
    "                             1, 1, 2, 240)\n",
    "\n",
    "py_mmer_L1=shimmer_ffi.new(\"py_mmer_t *\")\n",
    "shimmer4py.build_shimmer_map4py(py_mmer_L1, \n",
    "                             b\"../test/ecoli_K12/wd/index/seq_dataset\", \n",
    "                             b\"../test/ecoli_K12/wd/index/shmr-L1\", \n",
    "                             1, 1, 2, 240)\n",
    "\n",
    "\n",
    "py_mmer_L2=shimmer_ffi.new(\"py_mmer_t *\")\n",
    "shimmer4py.build_shimmer_map4py(py_mmer_L2, \n",
    "                             b\"../test/ecoli_K12/wd/index/seq_dataset\", \n",
    "                             b\"../test/ecoli_K12/wd/index/shmr-L2\", \n",
    "                             1, 1, 2, 240)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get the range of the shimmers of each in the py_mmer vector\n",
    "def get_mmer_index(py_mmer):\n",
    "    mmer_index = {}\n",
    "    for i in range(py_mmer.mmers.n):\n",
    "        mmer = py_mmer.mmers.a[i]\n",
    "        rid = mmer.y >> 32\n",
    "        mmer_index.setdefault(rid, [None, None])\n",
    "        if mmer_index[rid][0] == None:\n",
    "            mmer_index[rid][0] = i\n",
    "        if mmer_index[rid][1] == None or i > mmer_index[rid][1]:\n",
    "            mmer_index[rid][1] = i\n",
    "    return mmer_index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "mmer_index_L0 = get_mmer_index(py_mmer_L0)\n",
    "mmer_index_L1 = get_mmer_index(py_mmer_L1)\n",
    "mmer_index_L2 = get_mmer_index(py_mmer_L2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the range of shimmers for the read 0 is from 1715488 to 1715868\n"
     ]
    }
   ],
   "source": [
    "rid = 0\n",
    "s,e=mmer_index_L0[rid]\n",
    "print(f\"the range of shimmers for the read {rid} is from {s} to {e}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "basemap = {1:\"A\",2:\"C\",4:\"G\",8:\"T\"}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_shimmers_for_read(rid, mmer_index, py_mmer, mc_l=2, mc_h=240):\n",
    "    kset = set()\n",
    "    shimmers = []\n",
    "    s,e = mmer_index[rid]\n",
    "    for i in range(s,e):\n",
    "        x = py_mmer.mmers.a[i].x\n",
    "        y = py_mmer.mmers.a[i].y\n",
    "        span = x & 0xFF\n",
    "        mmer = x >> 8\n",
    "        mmcount = shimmer4py.get_mmer_count(py_mmer, mmer)\n",
    "        if mmcount < mc_l or mmcount > mc_h:\n",
    "            continue\n",
    "        rid = y >> 32\n",
    "        pos_end = ((y & 0xFFFFFFFF) >> 1) + 1\n",
    "        strand = y & 0x1\n",
    "        \n",
    "        mm_str = \"{:014X}\".format(mmer)\n",
    "        \n",
    "        s = read_data[rid][\"offset\"]\n",
    "        e = s + read_data[rid][\"length\"]\n",
    "        kmer =  \"\".join([basemap[c&0x0F] for c in seqdb[s:e][pos_end-span:pos_end]])\n",
    "        \n",
    "        shimmers.append( (rid, span, pos_end, strand, mmer, mm_str, kmer, mmcount) )\n",
    "        kset.add(mmer)\n",
    "    return shimmers, kset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "shimmers_L0, kset_L0 = get_shimmers_for_read(rid, mmer_index_L0, py_mmer_L0)\n",
    "shimmers_L1, kset_L1 = get_shimmers_for_read(rid, mmer_index_L1, py_mmer_L1)\n",
    "shimmers_L2, kset_L2 = get_shimmers_for_read(rid, mmer_index_L2, py_mmer_L2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L0 shimmer for read 0\n",
      "325\n",
      "102\n",
      "32\n"
     ]
    }
   ],
   "source": [
    "print(f\"L0 shimmer for read {rid}\")\n",
    "pprint(len(shimmers_L0))\n",
    "pprint(len(shimmers_L1))\n",
    "pprint(len(shimmers_L2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "shimmer_count_L0 = []\n",
    "shimmer_count_L1 = []\n",
    "shimmer_count_L2 = []\n",
    "\n",
    "for rid in read_data:\n",
    "    shimmers_L0, kset_L0 = get_shimmers_for_read(rid, mmer_index_L0, py_mmer_L0)\n",
    "    shimmer_count_L0.append( (len(shimmers_L0),read_data[rid][\"length\"]/(len(shimmers_L0)-1)))\n",
    "    \n",
    "    shimmers_L1, kset_L1 = get_shimmers_for_read(rid, mmer_index_L1, py_mmer_L1)\n",
    "    shimmer_count_L1.append( (len(shimmers_L1),read_data[rid][\"length\"]/(len(shimmers_L1)-1)))\n",
    "    \n",
    "    shimmers_L2, kset_L2 = get_shimmers_for_read(rid, mmer_index_L2, py_mmer_L2)\n",
    "    shimmer_count_L2.append( (len(shimmers_L2),read_data[rid][\"length\"]/(len(shimmers_L2)-1)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f6616b9a668>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,2))\n",
    "plt.subplot(1,2,1)\n",
    "h_L2=plt.hist([x[1] for x in shimmer_count_L2], bins=150, range=(0,1000))\n",
    "h_L1=plt.hist([x[1] for x in shimmer_count_L1], bins=150, range=(0,1000))\n",
    "h_L0=plt.hist([x[1] for x in shimmer_count_L0], bins=150, range=(0,1000))\n",
    "plt.xlabel(\"average distance between minimizers (bp)\")\n",
    "plt.ylabel(\"read count\")\n",
    "plt.legend( (\"level 2\",\"level 1\", \"level 0\") )\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "r1_list=[]\n",
    "r2_list=[]\n",
    "for i in range(len(shimmer_count_L0)):\n",
    "    r1 = shimmer_count_L1[i][0]/shimmer_count_L0[i][0]\n",
    "    r2 = shimmer_count_L2[i][0]/shimmer_count_L0[i][0]\n",
    "    r1_list.append(r1)\n",
    "    r2_list.append(r2)\n",
    "h2=plt.hist(r2_list, bins=100, range=(0,0.5))\n",
    "h1=plt.hist(r1_list, bins=100, range=(0,0.5))\n",
    "plt.xlabel(\"reduction ratio\")\n",
    "#plt.ylabel(\"read count\")\n",
    "plt.legend( (\"level 2\",\"level 1\") )\n",
    "#plt.subplot(2,1,2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(44.69097222222222, 3621)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "k_count = []\n",
    "for rid in read_data:\n",
    "    shimmers_L0, kset_L0 = get_shimmers_for_read(rid, mmer_index_L0, py_mmer_L0)\n",
    "    k_count.append( (np.mean([c[-1] for c in shimmers_L0]), rid ) )\n",
    "\n",
    "k_count.sort()\n",
    "k_count[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist( [c[0] for c in k_count], bins=50, range=(0,50), alpha=0.75 );\n",
    "plt.xlabel(\"minimizer count\");\n",
    "plt.ylabel(\"number of minimizer\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "331\n",
      "100\n",
      "29\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'position of minimizers (bp)')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rid = 3621\n",
    "shimmers_L0, kset_L0 = get_shimmers_for_read(rid, mmer_index_L0, py_mmer_L0, mc_l=0, mc_h=240)\n",
    "shimmers_L1, kset_L1 = get_shimmers_for_read(rid, mmer_index_L1, py_mmer_L1, mc_l=0, mc_h=240)\n",
    "shimmers_L2, kset_L2 = get_shimmers_for_read(rid, mmer_index_L2, py_mmer_L2, mc_l=0, mc_h=240)\n",
    "pprint(len(shimmers_L0))\n",
    "pprint(len(shimmers_L1))\n",
    "pprint(len(shimmers_L2))\n",
    "\n",
    "x0,y0 = list(zip(*[ (c[2], c[4]) for c in shimmers_L0]))\n",
    "x0,c0 = list(zip(*[ (c[2], c[-1]) for c in shimmers_L0]))\n",
    "x1,y1 = list(zip(*[ (c[2], c[4]) for c in shimmers_L1]))\n",
    "x1,c1 = list(zip(*[ (c[2], c[-1]) for c in shimmers_L1]))\n",
    "x2,y2 = list(zip(*[ (c[2], c[4]) for c in shimmers_L2]))\n",
    "x2,c2 = list(zip(*[ (c[2], c[-1]) for c in shimmers_L2]))\n",
    "\n",
    "plt.figure( figsize=(12,4))\n",
    "plt.subplot(2,1,1)\n",
    "\n",
    "plt.plot(np.array(x0), np.log2(y0), \"kx--\", alpha=0.5)\n",
    "plt.plot(np.array(x1), np.log2(y1), \"rd--\", alpha=0.75)\n",
    "plt.plot(np.array(x2), np.log2(y2), \"bo--\", alpha=1, markersize=7)\n",
    "plt.legend( (\"level 0\",\"level 1\", \"level 2\"),loc=2 )\n",
    "plt.ylabel(\"log(hash value)\")\n",
    "\n",
    "\n",
    "plt.subplot(2,1,2)\n",
    "plt.plot(np.array(x0), np.log2(y0), \"kx\", alpha=0.5)\n",
    "plt.plot(np.array(x1), np.log2(y1), \"rd\", alpha=0.75)\n",
    "plt.plot(np.array(x2), np.log2(y2), \"bo\", alpha=1, markersize=7)\n",
    "\n",
    "x1toy1 = dict(list(zip(x1,y1)))\n",
    "for i in range(len(x0)):\n",
    "    x = x0[i]\n",
    "    y = y0[i]\n",
    "    if x in x1toy1:\n",
    "        for j in range(i-1, i-6, -1):\n",
    "            if j < 0:\n",
    "                break\n",
    "            if y0[j] > y:\n",
    "                plt.plot((x0[j], x), (np.log2(y0[j]), np.log2(y)), \"r-\", alpha=0.2)\n",
    "            else:\n",
    "                break\n",
    "        for j in range(i+1, i+6, 1):\n",
    "            if j >= len(x0):\n",
    "                break\n",
    "            if y0[j] > y:\n",
    "                plt.plot((x0[j], x), (np.log2(y0[j]), np.log2(y)), \"r-\", alpha=0.2)\n",
    "            else:\n",
    "                break\n",
    "\n",
    "x2toy2 = dict(list(zip(x2,y2)))\n",
    "\n",
    "for i in range(len(x1)):\n",
    "    x = x1[i]\n",
    "    y = y1[i]\n",
    "    if x in x2toy2:\n",
    "        for j in range(i, i-6, -1):\n",
    "            if j < 0:\n",
    "                break\n",
    "            if y1[j] >= y:\n",
    "                plt.plot((x1[j], x), (np.log2(y1[j]), np.log2(y)), \"b-\", alpha=0.4)\n",
    "            else:\n",
    "                break\n",
    "        for j in range(i, i+6, 1):\n",
    "            if j >= len(x1):\n",
    "                break\n",
    "            if y1[j] >= y:\n",
    "                plt.plot((x1[j], x), (np.log2(y1[j]), np.log2(y)), \"b-\", alpha=0.4)\n",
    "            else:\n",
    "                break\n",
    "\n",
    "\n",
    "\n",
    "plt.ylabel(\"log(hash value)\")\n",
    "plt.xlabel(\"position of minimizers (bp)\")\n",
    "#plt.ylim(-1,3)\n",
    "#plt.xlim(0,5000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f6615e0d780>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "shimmers_L0, kset_L0 = get_shimmers_for_read(rid, mmer_index_L0, py_mmer_L0, mc_l =0, mc_h=240)\n",
    "shimmers_L1, kset_L1 = get_shimmers_for_read(rid, mmer_index_L1, py_mmer_L1, mc_l =0, mc_h=240)\n",
    "shimmers_L2, kset_L2 = get_shimmers_for_read(rid, mmer_index_L2, py_mmer_L2, mc_l =2, mc_h=240)\n",
    "\n",
    "x0,y0 = list(zip(*[ (c[2], c[4]) for c in shimmers_L0]))\n",
    "x0,c0 = list(zip(*[ (c[2], c[-1]) for c in shimmers_L0]))\n",
    "x1,y1 = list(zip(*[ (c[2], c[4]) for c in shimmers_L1]))\n",
    "x1,c1 = list(zip(*[ (c[2], c[-1]) for c in shimmers_L1]))\n",
    "x2,y2 = list(zip(*[ (c[2], c[4]) for c in shimmers_L2]))\n",
    "x2,c2 = list(zip(*[ (c[2], c[-1]) for c in shimmers_L2]))\n",
    "\n",
    "\n",
    "plt.figure( figsize=(12,4))\n",
    "#plt.xlim(10000,14000)\n",
    "plt.subplot(2,1,1)\n",
    "plt.plot(x0, c0, 'kx--', alpha=0.25)\n",
    "plt.plot(x1, c1, 'rd--', alpha=0.25)\n",
    "plt.plot(x2, c2, 'bo--', alpha=1, markersize=7)\n",
    "plt.ylim(0,120)\n",
    "plt.ylabel(\"minimizer count\")\n",
    "plt.xlabel(\"position of minimizers (bp)\")\n",
    "plt.ylim(-10,150)\n",
    "\n",
    "\n",
    "\n",
    "shimmers_L0, kset_L0 = get_shimmers_for_read(rid, mmer_index_L0, py_mmer_L0, mc_l =0, mc_h=240)\n",
    "shimmers_L1, kset_L1 = get_shimmers_for_read(rid, mmer_index_L1, py_mmer_L1, mc_l =0, mc_h=240)\n",
    "shimmers_L2, kset_L2 = get_shimmers_for_read(rid, mmer_index_L2, py_mmer_L2, mc_l =2, mc_h=40)\n",
    "\n",
    "x0,y0 = list(zip(*[ (c[2], c[4]) for c in shimmers_L0]))\n",
    "x0,c0 = list(zip(*[ (c[2], c[-1]) for c in shimmers_L0]))\n",
    "x1,y1 = list(zip(*[ (c[2], c[4]) for c in shimmers_L1]))\n",
    "x1,c1 = list(zip(*[ (c[2], c[-1]) for c in shimmers_L1]))\n",
    "x2,y2 = list(zip(*[ (c[2], c[4]) for c in shimmers_L2]))\n",
    "x2,c2 = list(zip(*[ (c[2], c[-1]) for c in shimmers_L2]))\n",
    "\n",
    "\n",
    "plt.ylabel(\"log(hash value)\")\n",
    "plt.subplot(2,1,2)\n",
    "plt.plot(x0, c0, 'kx--', alpha=0.15)\n",
    "plt.plot(x1, c1, 'rd--', alpha=0.15)\n",
    "plt.plot(x2, c2, 'bo--', alpha=1, markersize=7)\n",
    "plt.ylim(-10,150)\n",
    "plt.ylabel(\"minimizer count\")\n",
    "plt.xlabel(\"position of minimizers (bp)\")\n",
    "plt.legend( (\"level 0\",\"level 1\", \"level 2\"),loc=2 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "nread_ovlp = []\n",
    "for rid in read_data:\n",
    "    shimmers_L2, kset_L2 = get_shimmers_for_read(rid, mmer_index_L2, py_mmer_L2, mc_h=240)\n",
    "    rids = set()\n",
    "    n0 = shimmers_L2[0]\n",
    "    for n1 in shimmers_L2[1:]:\n",
    "        v = shimmer_ffi.new(\"mp256_v *\")\n",
    "        shimmer4py.get_shimmer_hits(v, py_mmer_L2, n0[4], 16)\n",
    "        for i in range(v.n):\n",
    "            if  (v.a[i].x1 >> 8) == n1[4]:\n",
    "                rids.add(v.a[i].y0 >> 32)\n",
    "        n0 = n1\n",
    "    nread_ovlp.append(len(rids))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'number of reads')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(nread_ovlp, bins=150, range=(0,150), alpha=0.75);\n",
    "plt.xlabel(\"number of overlap candidates per reads\")\n",
    "plt.ylabel(\"number of reads\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4984 24840256 158876 31.87720706260032 0.006395908319141316\n",
      "\n",
      "total reads sampled: 4984\n",
      "total pairs: 12417636.0\n",
      "total number of overlap candidates: 158876\n",
      "number of candidates per read: 31.877\n",
      "reduction from full quadratic comparison: 0.6396%\n"
     ]
    }
   ],
   "source": [
    "nread=len(read_data)\n",
    "print(nread, \n",
    "      nread*nread, \n",
    "      np.sum(nread_ovlp), \n",
    "      np.sum(nread_ovlp)/nread, \n",
    "      np.sum(nread_ovlp)/(nread*nread))\n",
    "print()\n",
    "print(\"total reads sampled:\", nread)\n",
    "print(\"total pairs:\", nread*(nread-1)/2)\n",
    "print(\"total number of overlap candidates:\", np.sum(nread_ovlp))\n",
    "print(\"number of candidates per read: {:0.3f}\".format(np.sum(nread_ovlp)/nread))\n",
    "print(\"reduction from full quadratic comparison: {:0.4f}%\".format(np.sum(nread_ovlp)/(nread*nread)*100))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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